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Evaluation of Tropical Cyclone Forecasts in the Next Generation Global Prediction System

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Evaluation of Tropical Cyclone Forecasts in the Next Generation Global Prediction System SEPTEMBER 2019 C H E N E T A L . 3409 Evaluation of Tropical Cyclone Forecasts in the Next Generation Global Prediction System a,b b b,c b,c a,b JAN-HUEY CHEN, SHIAN-JIANN LIN, LINJIONG ZHOU, XI CHEN, SHANNON REES, b,c a,b MORRIS BENDER, AND MATTHEW MORIN a University Corporation for Atmospheric Research, Boulder, Colorado b NOAA/Geophysical Fluid Dynamics Laboratory, Princeton, New Jersey c Program in Atmosphere and Ocean Sciences, Princeton University, Princeton, New Jersey (Manuscript received 27 June 2018, in final form 25 June 2019) ABSTRACT A new global model using the GFDL nonhydrostatic Finite-Volume Cubed-Sphere Dynamical Core (FV3) coupled to physical parameterizations from the National Centers for Environmental Prediction’s Global Forecast System (NCEP/GFS) was built at GFDL, named fvGFS. The modern dynamical core, FV3, has been selected for the National Oceanic and Atmospheric Administration’s Next Generation Global Prediction System (NGGPS) due to its accuracy, adaptability, and computational efficiency, which brings a great opportunity for the unification of weather and climate prediction systems. The performance of tropical cyclone (TC) forecasts in the 13-km fvGFS is evaluated globally based on 363 daily cases of 10- day forecasts in 2015. Track and intensity errors of TCs in fvGFS are compared to those in the operational GFS. The fvGFS outperforms the GFS in TC intensity prediction for all basins. For TC track prediction, the fvGFS forecasts are substantially better over the northern Atlantic basin and the northern Pacific Ocean than the GFS forecasts. An updated version of the fvGFS with the GFDL 6-category cloud mi- crophysics scheme is also investigated based on the same 363 cases. With this upgraded microphysics scheme, fvGFS shows much improvement in TC intensity prediction over the operational GFS. Besides track and intensity forecasts, the performance of TC genesis forecast is also compared between the fvGFS and operational GFS. In addition to evaluating the hit/false alarm ratios, a novel method is developed to investigate the lengths of TC genesis lead times in the forecasts. Both versions of fvGFS show higher hit ratios, lower false alarm ratios, and longer genesis lead times than those of the GFS model in most of the TC basins. 1. Introduction operational centers,1 the GFS and other global models [e.g., the European Centre for Medium-Range Weather Due to the hazardous impacts that tropical cy- Forecasts (ECMWF) Integrated Forecasting System clones (TCs) have on human lives and economic ac- (IFS) and the Met Office Unified Model (UM) from tivities, TC prediction has always been an important the United Kingdom] are among the top performers task for weather forecast agencies in many countries. for TC track predictions during the most recent years In the United States, the Global Forecast System (2015–17). However, the forecast of TC intensity has (GFS) operated by the National Centers for Environ- remained a challenge for all global models due to its mental Prediction (NCEP) provides the front-line requirements of high horizontal and vertical resolutions, guidance for most severe weather events, including and more advanced physical parameterizations (Bender TCs. According to annual verification reports from et al. 2017; Hazelton et al. 2018). 1 Denotes content that is immediately available upon publica- These include the National Hurricane Center (NHC; 2017, tion as open access. http://www.nhc.noaa.gov/verification/verify3.shtml) for the North Atlantic and northeast Pacific basins and the Joint Typhoon Warning Center (JTWC; 2017 http://www.metoc.navy.mil/jtwc/ Corresponding author: Jan-Huey Chen, jan-huey.chen@noaa. jtwc.html?cyclone) for the northwest Pacific basin, the north gov Indian Ocean, and the Southern Ocean. DOI: 10.1175/MWR-D-18-0227.1 Ó 2019 American Meteorological Society. For information regarding reuse of this content and general copyright information, consult the AMS Copyright Policy (www.ametsoc.org/PUBSReuseLicenses). Unauthenticated | Downloaded 10/11/21 11:03 AM UTC 3410 MONTHLY WEATHER REVIEW VOLUME 147 A global general circulation model (GCM) with cloud high adaptability of FV3, the future GFS model is resolving capability has been pursued for almost a decade expected to provide a great opportunity for the unifi- (Satoh et al. 2008). For a weather or climate model, the cation of weather and climate prediction systems. resolution is largely restricted by its computational ef- Many FV3-powered GCMs have been used for TC sim- ficiency, which is highly dependent on the dynamical ulations at GFDL, mainly focused on seasonal predictions core. The Finite-Volume Cubed-Sphere dynamical [e.g., HiRAM (Zhao et al. 2010; Chen and Lin 2011, 2013, core (FV3) has been developed in the National Oce- 2016) and the High-Resolution Forecast-Oriented Low anic and Atmospheric Administration (NOAA) Geo- Ocean Resolution model (HiFLOR; Murakami et al. 2016)]. physical Fluid Dynamics Laboratory (GFDL) over the past Skillful forecasts of seasonal storm counts were achieved at 10 years. The hydrostatic ‘‘vertically Lagrangian’’ finite- model resolutions from 25 to 50 km in both atmospheric- volume dynamical core (Lin 2004) was used in the GFDL only and ocean-coupled models. Pursuing TC forecasts on a CM2.1 model (Delworth et al. 2006)ona28 by 2.58 short-term weather time scale, a global model should con- latitude–longitude grid. To enhance the model’s parallel tain not only adequate resolutions, but also proper initiali- computing efficiency and simulations in polar regions, the zations and physical parameterizations for the intended dynamical core was reformulated on the cubed-sphere grid resolution. During NGGPS Phase II, a new global model (Putman and Lin 2007) for GFDL CM2.5 and AM3/CM3 using the FV3 nonhydrostatic dynamical core coupled to the models (Delworth and Zeng 2012; Donner et al. 2011). The physics package from NCEP/GFS was built at GFDL, called hydrostatic FV3 has also been adopted in many climate fvGFS. This model demonstrated equivalent forecast skills models outside of GFDL [e.g., the National Aeronau- to the operational GFS at 13 km resolution without adjusting tics and Space Administration (NASA) Goddard Earth any parameters in the GFS physics package.7 Observing System Model, version 5 (GEOS-5);2 NASA The development of fvGFS has continued at GFDL GEOS-CHEM;3 NASA Goddard Institute for Space after the end of NGGPS Phase II. One of the major Studies (GISS) Atmospheric General Circulation Model updates is to use the GFDL cloud microphysics scheme (ModelE);4 and the National Center for Atmospheric to replace the Zhao–Carr gridscale condensation and Research (NCAR) Community Earth System Model precipitation scheme (Moorthi et al. 2001) in the original (CESM;5 currently under implementation)]. GFS physics package. The GFDL cloud microphysics The nonhydrostatic FV3 has not been used in a global scheme has been used in HiRAM for seasonal predic- GCM until recently. The first full-physics model to apply tions at 25-km resolution (Chen and Lin 2011, 2013, 2016) the nonhydrostatic FV3 is the GFDL 25-km High Reso- and climate simulations on the stretched grid configura- lution Atmospheric Model (HiRAM), which shows tion (Harris et al. 2016). With this upgraded cloud mi- skillful TC seasonal predictions and faithfully captures crophysics, fvGFS shows a significantly better forecast the observed influence of intra seasonal oscillation skill than the operational GFS (Zhou et al. 2019). (ISO) on TC activity over the Atlantic basin (Chen In this study, we investigate the performance of global and Lin 2016; Gao et al. 2017). From late 2014 to early TC forecasts in fvGFS based on 363 cases of 10-day 2017, the Next Generation Global Prediction System forecasts in 2015. TC track and intensity forecast errors (NGGPS) Dynamical Core Evaluation was hosted as well as genesis forecasts in the two fvGFS configu- by the Office of Science and Technology Integration rations are compared to those in the operational GFS. (STI) in NOAA. During this comprehensive evalua- One configuration uses the identical model code and tion, the nonhydrostatic FV3 demonstrated its accu- settings submitted to the NGGPS Phase II dynamical racy, scalability, and computational efficiency.6 This evaluation, with operational GFS physical parameteri- modern dynamical core is selected to be the ‘‘engine’’ zations used in 2015. The other configuration replaces for the next generation GFS model for NOAA’s Na- the Zhao–Carr scheme with the GFDL cloud microphys- tional Weather Service (NWS). Benefiting from the ics scheme but keeps other schemes in the operational GFS physical package. The detailed configurations of the fvGFS, TC best track dataset, and basic numerical 2 https://gmao.gsfc.nasa.gov/systems/geos5/. weather prediction (NWP) skills are described in section 2. 3 http://acmg.seas.harvard.edu/geos/. Section 3 shows the results of TC track and intensity 4 https://www.giss.nasa.gov/tools/modelE/. forecast errors in the fvGFS as well as in the operational 5 http://www.cesm.ucar.edu/; the current version of CESM uses the older latitude–longitude finite-volume core, the predecessor to FV3. 6 The verification report for the NGGPS Phase II dynamical core 7 Detailed analysis results from NCEP/Environmental Mod- evaluation can be found on the website: https://www.weather.gov/ eling Center (EMC) can be found on the website: http:// sti/stimodeling_nggps_implementation_atmdynamics. www.emc.ncep.noaa.gov/gmb/wx24fy/nggps/web/. Unauthenticated | Downloaded 10/11/21 11:03 AM UTC SEPTEMBER 2019 C H E N E T A L . 3411 GFS. TC genesis forecasts in both fvGFS and GFS are compared and investigated in section 4. A summary and discussion are in section 5. 2. Model, data, methodology, and basic NWP skill The fvGFS was built during the NGGPS Phase II Dy- namical Core Evaluation for testing the robustness of the dynamical core under a wide range of realistic atmospheric initial conditions.
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